Dataset Viewer

The dataset viewer is not available because its heuristics could not detect any supported data files. You can try uploading some data files, or configuring the data files location manually.

PIDU simulated datasets

Simulated infrared spectra (Transfer Matrix Method, random Drude-Lorentz layer and oscillator parameters) with their ground-truth parameters, used to train and test the models of Physics-infused Deep Unfolding for Automated Material Parameter Extraction of Optical Data (Koumans, Stevens, van Sloun, van Mechelen).

Code: https://github.com/MKoumans/PIDU · Checkpoints: MKoumans/pidu-optical-parameter-extraction

Contents

Path Content
data/datasets/usecase1/*.npz Use case 1: train / val / test sets
data/datasets/usecase2/*.npz Use case 2: train / val / test sets, with (wsn) and without (nwsn) the second system
data/labels/*.xlsx Label mappings used during dataset generation

Each .npz holds the clean spectra (data_y_*), noised spectra (data_y_noised_*), initial and target parameters (data_x_*), and the wavenumber axis (wn_*).

Not included: the experimental SrTiO₃ measurements.

Usage

pidu-hub download --what data --usecase 1 2

Citation

To be added.

Downloads last month
46